The school website seemed to mock her. The picture of Mr. Davis, smiling pleasantly, felt like a deliberate act of provocation. Jennifer’s heart hammered against her ribs. She remembered the way Mr. Davis would undermine her, constantly pointing out her mistakes in front of the whole class. Her face burned with the memory. She ran her hand through her hair, a nervous gesture. Her daughter, Emily, would now be under his care. It felt like a repeat of a nightmare. She took a deep breath, fighting to control the rising tide of anger. This was not okay.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253